{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "46ee7988",
   "metadata": {},
   "source": [
    "# Descriptor space analysis\n",
    "This notebook demonstrates how to visualize the descriptor space for a collection of structures using principal component Analysis (PCA) as implemented in [scikit-learn](https://scikit-learn.org/stable/modules/generated/sklearn.decomposition.PCA.html)."
   ]
  },
  {
   "cell_type": "markdown",
   "id": "baeab4f5",
   "metadata": {},
   "source": [
    "All models and structures required for running this and the other tutorial notebooks can be obtained from [Zenodo](https://zenodo.org/record/10658778).\n",
    "The files are also available in the `tutorials/` folder in the [GitLab repository](https://gitlab.com/materials-modeling/calorine/-/tree/master/tutorials)."
   ]
  },
  {
   "cell_type": "markdown",
   "id": "84538df3",
   "metadata": {},
   "source": [
    "## Setup example system and calculate descriptors\n",
    "\n",
    "We start by generating a few rattled structures and energy-volume (EV) curves for `PbTe`.\n",
    "Note that the unit cell for the EV structures is repeated.\n",
    "This is done in order to demonstrate that not all structures in a dataset need to have the same number of atoms. \n",
    "\n",
    "The descriptors for each strucutre are calculated using the `calorine.nep.get_descriptors()` function."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "a9b5784b",
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "from ase import Atoms\n",
    "from ase.build import bulk\n",
    "from sklearn.decomposition import PCA\n",
    "\n",
    "from calorine.nep import get_descriptors"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "0d7b511a",
   "metadata": {},
   "outputs": [],
   "source": [
    "descriptors = []\n",
    "\n",
    "# Generate a few different rattled structures\n",
    "for k in range(50):\n",
    "    structure = bulk('PbTe', crystalstructure='rocksalt', a=6.7)\n",
    "    structure.rattle(stdev=0.2, seed=k)\n",
    "    descriptors.append(get_descriptors(structure))\n",
    "    \n",
    "# Generate a few larger structures with (rattled) energy-volume curves as well\n",
    "for k in range(3):\n",
    "    for volscale in np.arange(0.7, 0.85, 0.01):\n",
    "        structure = bulk('PbTe', crystalstructure='rocksalt', a=6.7).repeat(2)\n",
    "        latscale = volscale ** (1 / 3)\n",
    "        structure.set_cell(structure.cell * latscale, scale_atoms=True)\n",
    "        structure.rattle(stdev=0.2, seed=k)\n",
    "        descriptors.append(get_descriptors(structure))"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "f66da21b",
   "metadata": {},
   "source": [
    "## Performing PCA on the descriptors\n",
    "\n",
    "We can now perform the PCA.\n",
    "Note that the descriptors must be concatenated into a matrix with shape `(total number of atoms in dataset, descriptors components)`. \n",
    "\n",
    "**Tip:**\n",
    "Do not forget to check the `pca.explained_variance_ratio_` property after the fit, to check if the PCA components represent the original high-dimensional descriptor space well. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "0d03210e-ff67-4acf-a2f0-4d8352d64153",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Total number of atoms in dataset: 868\n",
      "Number of descriptor components:  52\n",
      "Explained variance for component 0: 0.72\n",
      "Explained variance for component 1: 0.14\n"
     ]
    }
   ],
   "source": [
    "# Concatenate all descriptors\n",
    "all_descriptors = np.concatenate(descriptors, axis=0)\n",
    "print(f'Total number of atoms in dataset: {all_descriptors.shape[0]}')\n",
    "print(f'Number of descriptor components:  {all_descriptors.shape[1]}')\n",
    "\n",
    "# Perform PCA\n",
    "pca = PCA(n_components=2)\n",
    "pc = pca.fit_transform(all_descriptors)\n",
    "\n",
    "p0 = pca.explained_variance_ratio_[0]\n",
    "p1 = pca.explained_variance_ratio_[1]\n",
    "print(f'Explained variance for component 0: {p0:.2f}')\n",
    "print(f'Explained variance for component 1: {p1:.2f}')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "0b7fa57a-e704-4fce-8a5d-3dfeb929fb67",
   "metadata": {},
   "outputs": [
    {
     "data": {
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\n",
      "text/plain": [
       "<Figure size 560x420 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plt.subplots(figsize=(4, 3), dpi=140)\n",
    "\n",
    "ax.scatter(pc[:100, 0], pc[:100, 1], alpha=0.5, label='rattled structures')\n",
    "ax.scatter(pc[100:, 0], pc[100:, 1], alpha=0.5, label='rattled EV curves')\n",
    "ax.set_xlabel('PCA dimension 0')\n",
    "ax.set_ylabel('PCA dimension 1')\n",
    "ax.legend(frameon=False)\n",
    "\n",
    "plt.tight_layout()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "59a24999",
   "metadata": {},
   "source": [
    "## Normalized vs non-normalized descriptors\n",
    "\n",
    "Clusters in descriptor space are often more clearly separable if the descriptors are normalized beforehand.\n",
    "Note that the normalization is taken over each atom, rather than over structures.\n",
    "This is done in order to allow for the structures to differ in the number of atoms."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "e84a74a3",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 980x420 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "descriptor_mean = all_descriptors.mean(axis=0)\n",
    "descriptor_std = all_descriptors.std(axis=0)\n",
    "normalized_descriptors = [(d - descriptor_mean) / descriptor_std for d in descriptors]\n",
    "\n",
    "fig, axes = plt.subplots(ncols=2, figsize=(7, 3), dpi=140)\n",
    "\n",
    "for k, ax in enumerate(axes):\n",
    "    pca = PCA(n_components=2)\n",
    "    if k == 0:\n",
    "        pc = pca.fit_transform(all_descriptors)\n",
    "        title = 'unnormalized'\n",
    "    else:\n",
    "        pc = pca.fit_transform(np.concatenate(normalized_descriptors, axis=0))\n",
    "        title = 'normalized'\n",
    "    ax.scatter(pc[:100, 0], pc[:100, 1], alpha=0.5, label='rattled structures')\n",
    "    ax.scatter(pc[100:, 0], pc[100:, 1], alpha=0.5, label='rattled EV curves')\n",
    "    ax.set_xlabel(f'PCA dimension 0 - Var={pca.explained_variance_ratio_[0]:.2f}')\n",
    "    ax.set_ylabel(f'PCA dimension 1 - Var={pca.explained_variance_ratio_[1]:.2f}')\n",
    "    ax.set_title(title)\n",
    "ax.legend(frameon=False)\n",
    "\n",
    "plt.tight_layout()\n",
    "fig.align_ylabels()"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.10.12"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}
